{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = sns.load_dataset('iris')\n",
    "tips = sns.load_dataset('tips')\n",
    "titanic = sns.load_dataset('titanic')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x='day', y='total_bill', data=tips,jitter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(tips, x = \"day\", y = \"total_bill\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(tips, x=\"day\", y=\"total_bill\", hue=\"sex\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 盒图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"day\", y=\"total_bill\", hue=\"time\", data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill', ylabel='day'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ycjKSkpKQlJSExMREmEymzn1/FP0kXefMQah0/Eu05ODBg1i2bBmWL1+O6upqTJkyBS+++CKef/55AMDjjz+ON998E3/+859x6aWXorS0FHv27Gm2jyeeeAIvv/wy8vLy8MQTT+DWW2/FgQMHYDB0bixhCKKo5HQ68cknn+Df//43jh49CgAQAIIJ2fCnDuYs79Q2OgMUWzIUW/ORqKWAF5K3FjqfEzpvLXReJ3Q+F3Q+FyTZj+rqalRXV5/1Ad5UfHw8EhMTmy0OhwMJCQlwOBxwOByw2+1wOByIiYlhvyTq8hRFwdy5c9WWn//+7//G6tWr8fzzz8PlcuHVV1/F3/72N9x+++0AgD59+uDSSy9tto/p06dj0qRJAIDnnnsOAwcOxIEDB9CvX79OfS8MQRQ1gsEgNm7ciNWrV+PLL7+E3+8HAAidAYEefeFPHQRh4WS2FD7CaIEwWlo+nRr0Qeerg85fB8lfB52vHlKgHpLfDZ2/HlLADUkocDqdcDqd6oS852I0GhEfH68udrsd8fHxiIuLO+u26cLwRNEkJyen2ThdaWlpKC8vBwDs3r0bPp8PEydOPOc+CgsLm/08AJSXlzMEkbb4/X5s3boVX331FdatWwen06k+J8ckItCzHwI9egN6nnKgTmYwQzGYocT2aPl5IQDZD53fHQpEAQ+kgAe6gAdS0Asp6Am1NAW9oVshIxAIoKqqClVVVW0rxWCAzWZTQ1F8fDxsNlurAappkGKHWTpfOp3urP5FgUDgrO2MRmOzx5IkQVFC5+bO90KDpvtoDPiN++hMUR2C1q5di/Hjx6O6uhoOhyPS5VAYCCFQWlqKLVu2YOPGjdi0aRM8Ho/6vGKIQbBHLgKJfaDEJnF2d4pekqQGJSDhx7eXgw3hyAsp6GtYvJBk/5n7QT8k2QcEG9bJPkhCQTAYRE1NTbMOq+dXooTY2Fi11akxIJ2r1clms8Fms3GKEg1KTk6Gy+VCfX09YmNjAQDbtm1r0z7y8vIQExOD1atX48477+yAKsMrYiHox5p2n3nmGYwbN65ziqEOEwwGUVJSgt27d2PXrl3Ytm0bysrKmm2jGK0IOjIRTMiBHJ/WOVdVdCahQPLXR7qKTiVMsd3v3/FC6Q0Qelvbpm8RAlCCDYHIr96iMSAFfWpwOhOsGp6TAxBCoK6uDnV1dTh58mSbyjUajbDZbIiNjVWXmJgY9dZiscBisSAmJgYmkwkmkwlmsxkmkwlGo1G9NRgMzRa9Xg+9Xg+dTtfibdPnOQp4x6mtrT0r4AwYMABWqxV/+MMf8MADD2DDhg2YO3dum/ZrsVjw+9//Ho8++ihMJhPGjBmDiooK7Ny5E9OmTQvfGwiTiIWg0tJS9f6iRYvw9NNPY+/eveo6m8121qWs4eL3+3lFR5gFg0GUl5fj+PHjOHLkCEpKSnDo0CGUlJSofXsaCUkHOTYZcnwago6s0FU83bjFR/LXw7Z9SaTL6FR1hTdDmDm31wWTJEBvhNAb0eaLoBWlWThCs5Yn79kBSg49huyHhNBpkMaO4ZHyw2BkMBjUYNUYtH64WCwWmM3mZiGt8dZqtapLY6CzWq2IjY096xTPBRFK51y5Jdr/ImvXrsXQoUObrZs2bRrmz5+P3/3ud3jzzTcxceJEPPvss/j1r3/dpn0/9dRTMBgMePrpp3Hy5EmkpaXh7rvvbnetHUkSnTm0ZStaGpsAOHM67LPPPsPvf/977Nq1C0OGDMGcOXNQUFAAoOWRLx966CFs27YNa9euBQCMGzcOgwYNgsFgwPz58zF48GB8/vnn56zJ6XTCbrejtrYW8fHa7oyrKAqOHTuG6upqtUm+srISFRUVqKioQFlZGU6dOgVZllv8eaE3QY5NCgWfuFTItp6APowfOD+m4a/pSJF8dbDtXBqx14+EuoE/54S1AKAzdL2A39DXSVKXQMPjQMP9ACQlAEkOhlqplMZbOfR7JmRIihK6FXJDIBANjwUAJfQaInQrtT3edQij0dis1atpQGp62xieYmNjYbPZkJOTo3ZcF0Jgyi9u5WCJncDr9eLQoUPIzc09azyvtnx/R3WfoEZPPPEEZs2aheTkZNx999244447sH79+jbtY968ebjnnnta/Tmfzwefz6c+btpBV+uef/55rF69uk0/o5jjIMckQLEmQjHHAQh9EUgBDwzVRzqgynMVIyPmSNv+v3QH1157LaZMmYLFixfj448/7tSh/LUW+lrjyR7TreavEzoDoDNAINyjbItQQBIKgDMBCUJAEkrD49By5vGZsAVFVkNYKJTJkJRA6FYOhMLYjwgEAm3qd9WzZ0/cc889MJvNzU7bvfjC8xf0u2a1WtGzZ8/zPlvRnmkz6IwuEYKef/55jB07FgDw2GOPYdKkSfB6vW0azTUvLw8zZ85s9fkZM2bgueeeu+Bau6OSkpI2/0zjWCuoOdoBFdH5mDJlCrKysjBlyhQsX7480uVokhbDt9ZdaD8mn88Hl8uFlBSOgt8ZukQIam08gaysrPPex/Dhw8/5/OOPP46HH35Yfex0OpGZmdnGSrunqVOndnpLQjgJISJy6WUjn8+HnTt3dvrrLl68WG0Jamyq7ywDBw7k1UUIfSFyfJ/uKS4uTu171HSU48bPG0VR1PtCiPP+/WscS4o6R5cIQecaT+B8xzVovNyvNWazmR/arRg7dqzaEkdtV1pailtvvbXTX/fjjz/G8uXLOz0AAcCTTz6p/sFC1B019knhHHNdW5cIQeeSnJyM77//vtm6bdu2hbenP9EFSE5OxoIFCzr9dauqqlBWVoaUlBT06NHKgH8/wuv14le/+hUAYM6cOef9YZ+cnPzjGxERRViXD0ETJkzASy+9hHfeeQejR4/G/Pnz8f3335916R9RpBgMhoi0iqSlpWHQoEEXtI+mA1mmpqae92iwRERdQZcfierKK6/EU089hUcffRQXXXQRXC4XbrvttkiXRURERFEuKsYJikYcJ4go1BJ09dVXAwBWrFjBliCiBucap4Y6XrjGCeryLUFERERE7cEQRERERGeRJKnZbAzdUZfvGE1ERBQtZFnu1CEp2jNi9NSpUzFv3jwAoQs3EhMTUVhYiFtvvRVTp05VB3wsLS1FQkJC2GuOJgxBREREYSDLMm65eTIqT9d22msmJdqxaMkHbQ5CV111FebMmQNZllFWVoaVK1fiwQcfxHvvvYePPvoIBoMBqampHVR12wQCgQ4b9oYhiIiIKAyEEKg8XYs3x1ZB3wkDhcsCuGsd2tXyZDab1ZCTkZGBYcOG4eKLL8bEiRMxd+5c3HnnnZAkCUuXLsUNN9yAw4cPIzc3F++//z7++te/YsOGDcjLy8Ps2bMxevRoAGcmQ1+0aBEeeughHDt2DJdeeinmzJnTbJiQt956C7NmzcKhQ4eQk5ODBx54APfeey8AqK+zcOFC/O///i82bNiA2bNnY+rUqRd+wFrAPkFERERhpJcAg67jl3AHrQkTJqCoqAgffPBBq9s88cQTmD59OrZt24b8/HzceuutCAaD6vNutxsvv/wy/vnPf+KLL77A0aNHMX36dPX5d999F08//TSef/557N69Gy+88AKeeuop9fRco8ceewwPPvggdu/ejSuvvDK8b7QJtgQRERERAKBfv37Yvn17q89Pnz4dkyZNAgA899xzGDhwIA4cOIB+/foBCJ26mj17Nvr06QMAuP/++/HHP/5R/flnnnkGs2bNwuTJkwEAubm52LVrF/7xj3/g9ttvV7d76KGH1G06EkMQERERAQidWjvXpL+tTWjeGIKsVqsagBq3KS8vBwDU19fj4MGDmDZtGu666y51m2AwCLvd3ux1RowYceFv5jwwBBEREREAYPfu3cjNzW31+XNNaP7D5xu3aeyzVFdXBwB48803MWrUqGbb/bBj949Neh4uDEFERESENWvWYMeOHfjtb3/bIftPSUlBeno6SkpK8Mtf/rJDXqOtGIKIiIg0xufz4dSpU80ukZ8xYwauvfbaDp1/87nnnsMDDzwAu92Oq666Cj6fD8XFxaiursbDDz/cYa/bGoYgIiKiMJIFAOVHNwvP67TTypUrkZaWBoPBgISEBBQVFeG1117D7bffrg6W2BHuvPNOWK1WvPTSS/jd736H2NhYDB48GA899FCHvea5cALVVnACVSJOoErUmpYm8OxKgyV2deGaQJUtQURERGGg1+uxaMkHUT9tBp3BEERERBQmDCRdC0eMJiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiaideYB0Z4TruDEFERERt1NgB2u/3R7gSbXK73QDOnqajrXh1GBERURsZDAZYrVZUVFTAaDR26ACDdIYQAm63G+Xl5XA4HBd8NR5DEBERURtJkoS0tDQcOnQIR44ciXQ5muNwOJCamnrB+2EIIiIiageTyYS8vDyeEutkRqMxbOMxMQQRERG1k06nO2vaBuo6eBKTiIiINIkhiIiIiDSJIYiIiIg0iSGIiIiINIkhiIiIiDSJIYiIiIg0iSGIiIiINInjBBFRqywWC1asWKHeJyLqThiCiKhVkiQhJiYm0mUQEXUIng4jIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNMkS6ACItEkLgyJEj2LZtG/bu3Ytjx46hqqoKHo8HkiQhLi4OPXv2RHZ2NgYOHIhhw4bB4XBEumwiom5FEkKISBcRjZxOJ+x2O2praxEfHx/pcqibOH78OFauXIk1a9bg5MmT5/1zOp0ORUVFuOqqqzBu3DiYzeYOrJKIqOtqy/c3Q1ArGIIoXIQQ2Lx5MxYtWoRNmzadWS/pIcelQLb1hBLjgGKMBfRGAAJS0A/J54LefRp6Vyn0nmr15xwOB2666SZMnjwZVqs1Au+IiCh6MQSFAUMQXSghBIqLi/H2229j9+7doXUAZHsvBJL6ImjPbAg9P07yuWCsOghjxV7o/PUAgISEBNx55524+uqrodOxex8REcAQFBYMQXQhdu/ejdmzZ+O7774DEGr1CSTnw58yEMJyAf+fhAJDVQnMJ7dC53MBAAYNGoRHH30UWVlZ4SidiKhLYwgKA4Ygao+ysjK88cYbWL16NYCG8NOzH/xphRDGmPC9kCLDWL4b5hNbISkBmM1m3HfffbjuuusgSVL4XoeIqIthCAoDhiBqC4/Hg3/9619YtGgR/H4/BIBgj77wZQyDMNs67HUlXx0sh7+CwRnqZH355Zdj+vTpsFgsHfaaRETRrC3f37xEnugCCCGwevVqzJ49G5WVlQCAYFwqfJmjoMT26PjXN9vgyb8SxlPfw3y8GJ999hmOHDmCF154AcnJyR3++kREXRlbglrBliD6Mfv378drr72GHTt2AAAUkw2+zJEIJmQDETglpXedguXAGuiCXiQlJWHmzJno3bt3p9dBRBRJPB0WBgxB1Bqn04n/+7//w7///W8oigKhM8CfVgh/6iBAF9nGVcnnQsy+T6H31sBms+FPf/oTBg4cGNGaiIg6U1u+v3ldLdF5UhQFK1aswH//93/jww8/hKIoCCTmon7QZPjTh0Q8AAGAMMfB3X8SZFtP1NXV4ZFHHlGvUCMioubYEtQKtgRRU0eOHMGsWbOwfft2AIBsccCXPRpyfFqEK2uFHEDMgc9gcJbCYrFg5syZKCwsjHRVREQdji1BRGESCATwzjvvYNqdd2L79u0QOgO8vS6Ce+AN0RuAAEBvhCfvpwjGZ8Dr9eKxxx7Dnj17Il0VEVFUYQgiasWBAwdw99134+2330YwEEDQnon6QZMRSBsMdIURmnUGePImIhiXBrfbjd89+igOHz4c6aqIiKJGF/gkJ+pciqJgwYIFuPvuu3Hw4EEoBjM8vcfBk3d5h4750yF0BnjyLoccmwSX04nf/e53KC8vj3RVRERRgSGIqImqqipMnz4d//jHPxAMBhFwZME9aDKCPXpH5LL3sNAb4c6/ArLFgYqKCjz66KNwuVyRroqIKOIYgogabN26FXfeeSe2bNkS6vuTMwbevhPDO91FpBgs8ORfAcVoxeHDh/Hkk0/C7/dHuioioohiCCLNE0Jg4cKFeOSRR1BdXQ05JgHuAT9DILmg67b+tCA0uvQVEHojvvvuO8ycOROKokS6LCKiiGEIIk3z+Xx4/vnnMXv27NC4Pz36wt3/OigxjkiX1iEUayI8fSZASBI+++wzvP3225EuiYgoYhiCSLOqqqrw4IMP4rPPPoOQJHizLoY39zJAH/lBDzuSbM+AN3sMAGD+/Pn4z3/+E+GKiIgigyGINKnx8vc9e/ZA6M3w5F+FQMqAbnX661yCyfnwpRUBAGbNmoXi4uIIV0RE1PkYgkhzNmzYgP/5n/9BRUUFZIsd9QOui+6BDzuIP2MYAol9IMsynn76aRw8eDDSJRERdSqGINKU5cuX4/HHH4fH4wkNItj/WgiLRqdFkSR4cy9FMC4Vbrcbv//97zmGEBFpCkMQaYKiKHjrrbfw8ssvqx2gPflXAAZzpEuLLJ0enr4TIVscqKysxO9+9zs4nc5IV0VE1CkYgqjba7wCbP78+aHH6UNCHaB1+ghXFiUMZnUMoSNHjuCxxx6D2+2OdFVERB2OIYi6tZqaGkyfPh2rV6+GkCR4ci+DP2OYZjpAny9htsFTcCWE3oxdu3bhySefhM/ni3RZREQdiiGIuq1Dhw7h3nvvxY4dOyD0Jnjyr0QwKS/SZUUtJSYB7vwrIHRGbNmyBU899RSDEBF1awxB1C199dVXuO+++3Dy5Eko5ji4+18LOT490mVFPcWWHJooVmfAxo0b8cQTT8Dj8US6LCKiDsEQRN1KMBjEW2+9hSeffBJutzt05VM3HgG6I8jxafDk/RRCZ0BxcTGmT5+O2traSJdFRBR2DEHUbZSXl+ORRx5RO0D7ew6AJ/8qCKMlwpV1PXJ8GtwFV0HoTdi5cyfuv/9+HD9+PNJlERGFFUMQdXlCCKxatQp33HEHvvvuOwidEZ7eY+HLvhjQ8b94eym2nnD3nwTFFItjx47h7rvvxtdffx3psoiIwkYSQohIFxGNnE4n7HY7amtrER+v0cH0uoATJ07gtddew4YNGwAAcmwSPL3HQljsEa6s+5ACbsTsXwN9fWggxRtvvBF33XUXLBa2sBFR9GnL97dm/kyWJAnLli2LdBkUJrW1tXj99dcxdepUbNiwAULSwZcxrGEEaAagcBJGK9z9roa/5wAAwPvvv49p06apwZOIqKvqsi1BU6dOxbx5885av3//fvTt2/es9adOnUJCQgLM5vMbIZgtQdGpvLwcH3zwAT788EP1qqVgfAa8WRdDxDD8dDR9zTFYDq+HLhAaTPGiiy7C1KlTMXDgwAhXRkQU0pbv7y4dgsrKyjBnzpxm65OTk6HXnxkJ2O/3w2QytXn/DEHRw+12Y8OGDVi1ahU2bNgARVEAAHJMIny9hkO294rOwQ+FAslfH+kqwk8OwFS2E8bKA5AQ+vjIz8/HxIkTMWbMmGa/f+cjOTkZBoOhIyolIg1qy/d3l/7kMZvNSE1NbbZu3LhxGDRoEAwGA+bPn4/Bgwfj888/hyRJWLp0KW644YbIFEttEggE8OGHH+Lbb7/Fd999h0AgoD4XjEuFP3UQZHtmdIafBpK/HrbtSyJdRqfYt28f9u3bh9dff73NP7tgwQKkpaV1QFVEROfWpUNQa+bNm4d77rkH69evj3Qp1E7ffPMN/va3v6mPFXMcAom5CCb2gWK2NawMRqi68yRHeX1RwufzdfkBGS0WC6QoDuRE1LIuHYKWL18Om82mPr766qsBAHl5eZg5c2ab9uXz+ZpNEdCRM2m/+OKLWLlyZYft32QydfkPZFmWmz2WfC6YSrfDVLodXfudhd+1116LKVOmYPHixfj444/R1c5wT506NdIlXLDu8DtHbSOEQDAYVE/PR8qvfvUr3H777RGtoSvr0iFo/PjxzZrfY2Njceutt2L48OFt3teMGTPw3HPPhbO8VhUXF3fo/v1+f4fuPxL49dK6KVOmICsrC1OmTMHy5csjXY4mdcffOeoatm3bxhB0Abp0CIqNjW3xSrDY2Ng27+vxxx/Hww8/rD52Op3IzMy8oPpa8+KLL2LVqlXw+XyQZRnBYBDBYBCyLCMQCCAYDCIQCLS4+P1++P1++Hw++P3+Tvmr3yAJ2IwCcUYldGtSENfwON6kIN4kEG9UYDcpMHTwoAtCAP7I/uF13qp9Orz0XcdfsbZ48WK1JUiSpC7XEvS7olokmLvIP2orTLqo7p4WFooA/IqEgAIEFKlhQbPbYJPboGjyWADBhu1kRUKg4XFQabgVTX6uyfMBBZBF6LW6GkmSYDAYYDKZYDAYYDQam922tOj1+rMen2uxWq248sorI/1Wu7QuHYLCyWw2n/fl8xeqb9++LYa3CxUMBuHz+eD1etXF4/HA4/HA7Xart263G/X19c2Wuro6dXG5XM1ODQaFhBq/hBr/jyccqyEUhhwmAbtZQYJJgcOswGFSkGA+s5jadgFRl2TupPf48ccfY/ny5V0yAAFAqlVBckzXDkHRRAjAJwPuoA4eWYI7KMHTsHhlCR5ZgjcowSeHHntlwCeHHvtlCT5Fgk8G/LLUEHok+BVAEdEbRHQ6HUwmU7PFaDTCbDa3+vh8lpb20fR+42Oj0QgdR6fvkhiCupHGvx7a0xL2Q36/Hy6XC06nU11qa2vVpaamRl2qq6tRXV2NYDAId1AHd1CHUve59x9rUJBoUZBoVtCj8dYso4cl9DjB3PGtSh0t0axg1ujqDn+dGp+ESq8eSRYZDnPXC0GJXbwVqCP5ZcAV0MEVkODyh27rGh7XB3SoC0qob7hfH5RQHwyFno4OLD8MAy2FgqaPG1tAmt4/3+WH+27ptTjEArUX/+dQi0wmE3r06IEePXqc1/ZCCNTV1eH06dM4ffo0qqqqmi2VlZXqrdfrRX1Qh/o6HY7Vtbw/CQIOs4KkhlCUZFGQZJGRZFGQbAmFpWhvTdLr0CktHMkxQB7kH9+QooJPBmp8OtT6G5dQK6uryWOXXwdnQIJXbv9fAnq9HrGxsbDZbLBarYiNjUVMTAysVqu6xMTEICYmBhaLpdliNpvVW5PJpLaUm81mtnpQt9JlB0vsaBwssWM0hqWKigp1KS8vR0VFBcrKylBeXo6ysrJm4wK1xm4KBaLkmLNvE80K9Pycpk7kDQLVfh1qfDpUN4Scap8ONQ3ravw61PokeNoYbAwGAxwOB+x2u7rEx8erS1xcHOLj42Gz2RAXFwebzQabzcbL9kmzNDNYInU9kiQhLi4OcXFx6N27d4vbCCFQU1ODU6dOoaysDKdOnVKXsrIylJaWwuv1qn9JH2hhNAOdJJBoVpBsUZAcI5+5bQhKdpPo9h1ZKTwaW25qfhhqfGceV/va1mpjNpvRo0cPJCYmIjExEQkJCUhMTITD4VBvExISYLfbYbPZGGaIOghbglrBlqDoJYRAbW2tGoxKS0vVpXHdj7UkGXVCPbWWFHPmVFvo9FsoJOn4vdNtCQG4g6HTULV+ST09FWqtaQw6oefdwfMPN1arVT2NnJSUhMTERCQlJamBp/E5q9XKYEPUQdgSRN2aJElwOBxwOBzo16/fWc8rioKqqio1FP0wJFVUVCCgKCh161HqbrljkV4S6NHYadsS6rTd2JE7seEKN5uRrUnR5IediJ0BCU6/Dq5AKOg4/To4/WfuB9vQebix5aYx0DTe/+Fjq9Xage+QiMKNIYi6HZ1Oh+TkZCQnJ6OwsPCs54PBIMrLy1FaWtrsdFtpaanaP0lWFJR79Sj3tt772qgTcDQZAsBhVmA3CdhNofGT7CYF8Q3jKnXW5fJdnSIAryzBHQhd5eRuuOJJvfopIKEuqAvdNlwpVdewzie3PZHabDYkJCSoQabpKaqmASc2NpYtN0TdEEMQaY7BYEB6ejrS09NbfD4YDKKyslLtqN2043ZlZSUqKipQU1ODgCKhwqtHxTmCUiOTLjS4ZJxJwGoItSLFGgRijQIxegVWg0CMQcBqELDoBSwGAbM+dN+kA0x6AYMUHQPyCYEzg+OJM+PJ+GWo48r4mow941Mk+IKhW68MeBvGq/EGG8asaTKWzYVcDQWE/m3tdrvakTghIUFtNWzsd9O0/01njQ1GRNGJIYjoBwwGA1JTU5GamtrqNn6/v9ml/6dPn0ZlZSVOnz6NmpoanD59GtXV1aGwFAjAr0io8ulR5Wt1lz9KgoBJHxrB26QDDDoRWiRAJwF6nYBeAnQIPZYkQAdx9pwjAhAABCQIASgItcAoIjQ6b+g2NGKvLEIj/AYbgk9odN+OT2Imk0m9yik2Nla9CqpxaXp1VHx8vHrVFFtsiKgtGIKI2sFkMiEtLQ1paWnn3E4IAY/Hg5qaGnWgSZfLpQ5E6XK5zhq5u3GU78alcYJGgYYWFkio74w3eZ5+OI5M4xgzTZfG8Wgax6SJjY1Vx6mJjY1ttlitVrbQEFGnYAgi6kCSJKkD07V2+u1cGmeq9vl86pQoTeeRa5xrTpZldR46RVEghICiKJDllgdR1Ol0aotJ07mIdDqdOn9R423TOY8a7zcOomc0GtnyQkRdFkMQURSTJEkNHzabLdLlEBF1KxxTl4iIiDSJIYiIiIg0iSGIiIiINIkhiIiIiDSJIYiIiIg0iSGIiIiINIkhiIiIiDSJIYiIiIg0iSGIiIiINIkhiIiIiDSJIYiIiIg0iSGIiIiINIkhiIiIiDSJIYiIiIg0iSGIiIiINIkhiIiIiDSJIYiIiIg0iSGIiIiINIkhiIiIiDSJIYiIiIg0qV0hqKSkJNx1EBEREXWqdoWgvn37Yvz48Zg/fz68Xm+4ayIiIiLqcO0KQVu2bEFhYSEefvhhpKam4je/+Q02btwY7tqIiIiIOky7QtCQIUPw6quv4uTJk3j77bdRWlqKSy+9FIMGDcIrr7yCioqKcNdJREREFFYX1DHaYDBg8uTJWLJkCf70pz/hwIEDmD59OjIzM3HbbbehtLQ0XHUSERERhdUFhaDi4mLce++9SEtLwyuvvILp06fj4MGD+PTTT3Hy5Elcf/314aqTiIiIKKwM7fmhV155BXPmzMHevXtxzTXX4J133sE111wDnS6UqXJzczF37lzk5OSEs1YiIiKisGlXCHr99ddxxx13YOrUqUhLS2txm549e+L//u//Lqg4IiIioo4iCSFEpIuIRk6nE3a7HbW1tYiPj490OURERHQe2vL93a6WoEZutxtHjx6F3+9vtr6wsPBCdktERETU4doVgioqKjB16lSsXLmyxedlWb6gooiIiIg6WruuDnvooYdQW1uLDRs2ICYmBitXrsS8efOQl5eHjz76KNw1EhEREYVdu1qC1qxZgw8//BAjRoyATqdDdnY2fvrTnyI+Ph4zZszApEmTwl0nERERUVi1qyWovr4ePXv2BAAkJCSoI0QPHjwYW7ZsCV91RERERB2kXSGooKAAe/fuBQAUFRXhH//4B06cOIHZs2e3esk8ERERUTRp1+mwBx98UJ0S45lnnsFVV12F+fPnw2QyYd68eWEtkIiIiKgjhGWcILfbjT179iArKwtJSUnhqCviOE4QERFR19Mh4wQ9/PDD513AK6+8ct7bEhEREUXCeYegrVu3Nnu8ZcsWBINBFBQUAAD27dsHvV6P4cOHh7dCIiIiog5w3iHo888/V++/8soriIuLw7x585CQkAAAqK6uxq9+9Stcdtll4a+SiIiIKMza1ScoIyMDq1atwsCBA5ut//7773HFFVfg5MmTYSswUtgniIiIqOtpy/d3uy6Rdzqd6thATVVUVMDlcrVnl0RERESdql0h6Oc//zl+9atf4YMPPsDx48dx/PhxvP/++5g2bRomT54c7hqJiIiIwq5d4wTNnj0b06dPx3/9138hEAiEdmQwYNq0aXjppZfCWiARERFRR7igcYLq6+tx8OBBAECfPn0QGxsbtsIijX2CiIiIup4OGSeoJbGxsSgsLLyQXRARERFFRLv6BBERERF1dQxBREREpEkMQURERKRJDEFERESkSQxBREREpEkMQURERKRJDEFERESkSQxBREREpEkMQURERKRJDEFERESkSQxBREREpEkMQURERKRJDEFERESkSQxBREREpEkMQURERKRJDEFERESkSQxBREREpEkMQURERKRJDEFERESkSQxBREREpEkMQURERKRJDEFERESkSQxBREREpEkMQURERKRJDEFERESkSQxBREREpElRH4IqKipwzz33ICsrC2azGampqbjyyiuxfv368/r5uXPnwuFwdGyRRERE1OUYIl3Aj7nxxhvh9/sxb9489O7dG2VlZVi9ejWqqqoiXRoRERF1YZIQQkS6iNbU1NQgISEBa9euxdixY1vc5pVXXsGcOXNQUlKCxMREXHfddZg5cyZsNhvWrl2L8ePHN9v+mWeewbPPPvujr+10OmG321FbW4v4+PhwvB0iIiLqYG35/o7q02E2mw02mw3Lli2Dz+drcRudTofXXnsNO3fuxLx587BmzRo8+uijAIBLLrkEf/nLXxAfH4/S0lKUlpZi+vTpnfkWiIiIKEpFdUsQALz//vu466674PF4MGzYMIwdOxa/+MUvUFhY2OL27733Hu6++25UVlYCCPUJeuihh1BTU3PO1/H5fM2CltPpRGZmZqe3BPl8PrzzzjtYvHgxdDqduuj1enUxGAzqbeNiNBrV28bFZDLBZDLBbDZDp4vqvEtERF2MEAKBQAA+nw9+vx9+vx+BQEBdgsEgAoEAZFlWH8uyrC7x8fG45557MGbMmLDW1ZaWoC7RJ2jSpEn48ssv8e2332LFihWYOXMm3nrrLUydOhWfffYZZsyYgT179sDpdCIYDMLr9cLtdsNqtZ7368yYMQPPPfdcB76T81NcXIx333030mUQERF1KKfTieeffx7Lly+P2B/qUd8S1JI777wTn376KdatW4d+/frhnnvuwS233ILExER89dVXmDZtGqqrq+FwOLpcS1B9fT1ee+01fPLJJ532muEQb1SQZFGQFCMj0azAqOty/62IiKKSIiR45dDiCYYWryzB3XDfI0sIKFKky2yXBx54AJMnTw7rPrtVS1BLBgwYgGXLlmHz5s1QFAWzZs1SU+TixYubbWsymSDL8o/u02w2w2w2d0i9bREbG4vHH38cjz/++AXvS5ZltYmysbnS6/Wqi8fjURe32436+nr11uVyNVtqa2sRDAZbfS1nQAdnQIcSlwESBBwmgeQYGWlWGakNS5pVRkqMAj3PzBFRGygC8MtAQJEaFiAoJASb3MoCCCoSZBHaXhFSwy2gAIAAFEjq/lojAZCkpo+Fuh4t5QwBCAACEkTD/TOvG6qhaW2yAgREw3to8n58sgS/LMHfcN/XEHp8sgR/GAOOTqeD1WpFbGwsYmNj1ftWq7XZEhMToy4Wi0VdzGYzLBaL2tWicdHr9ZCkrhfEojoEVVVV4eabb8Ydd9yBwsJCxMXFobi4GDNnzsT111+Pvn37IhAI4K9//Suuu+46rF+/HrNnz262j5ycHNTV1WH16tUoKipS/4G1QK/Xq/+JL5QQAm63GzU1NaipqUF1dTWqqqpQVVWFyspKVFZWoqysDGVlZfB6vaj2S6j267Cv1thsP0adQEasjExbEFk2GTlxQeTGBWHSX3CJRBQBQiD0Ja5I6pe3T0azL3Gf+mWOJvcbbhu29SlnQoBffT4UfGTR9b5cO4Jerz8rvDQuNputxcdN19tsNsTExHTJsNJRovp0mM/nw7PPPotVq1bh4MGDCAQCyMzMxM0334w//OEPiImJwZ///Ge89NJLqKmpwU9+8hP88pe/xG233aaeDgOAe+65B0uWLEFVVRUvke9gQgjU1tbi1KlTOHHiBI4dO4bjx4/j6NGjOHr0KLxe71k/o5cEsmwy+tgD6BsfRP+EABLMUfvfkqjbCChAfUBCXUCH+qCE+kDoFIs7qGt2uqXxVIy34dRLKOCcCTpKJ4YUvV6vXvjReEFI40UhTS8gaVyaXmAiSZJ61qClIND061AIoT5u7WtSCKHup3H/ja/R9LUba2y8oKWx9saLV0wmU7NWFrPZ3KwlpnExmUwMMOehLd/fUR2CIokhKPwURcHJkydRUlKCgwcP4sCBA9i9ezdOnz591rbp1iAGJAYwMCGA/glBWA38b0p0PhQB1PolnPbpUeOTUO3TodqnQ41fB6dfB1dAarjVwSeH9wvVaDQ2O33SeP+Hp1SaftE3/fJv+lzj0vS0S2PQIToXhqAwYAjqHEIIlJWVYdeuXdi1axe2b9+O/fv3N/vLSy8J9HcEMCzZjyFJASRZlAhWTBR5fhko8+hxyq3HKbcO5R49Kr06VHr1qPLqEGxDy4xOp0NcXBzi4+PVsdmanlZpPO0SExOj9hVp2mekacgxGKK6hwVpBENQGDAERY7T6cS2bduwZcsWbN68GceOHWv2fLYtiItTfLg4xY8eDETUjflk4Hi9ASfq9Djh1uNEvR4n6vSo8p27NUSn06FHjx5ISkpSlx49esDhcCAhIQEOhwMOhwN2ux1Wq5XjiFG3whAUBgxB0ePYsWNYv3491q9fj++//15tJZIgUOAIYnSKDyN7+hFr5H9l6rrqAxIOuQw44tLjSF3o9pRbD9HiJUlAXFwcevXqhV69eiEjIwNpaWlISUlBamoqkpKS2CpDmsUQFAYMQdGppqYGX375JT777DN899136nqjTmBkTx/Gp/uQZw+CfQcpmgUU4LDLgIO1BpS4DDjkNKDM03LrTkJCAnJzc5GTk6Mu2dnZsNvtnVw1UdfAEBQGDEHRr7y8HGvWrMGqVatQUlKirs+IDWJ8ug+XpfkQww7VFAVqfBL21xqxr9aAA7UGHHEZWuy3k56ejvz8fOTl5aFv377o27cvevToEYGKibouhqAwYAjqOoQQ2L17N5YvX441a9aol+Fb9ArGpvtwRS8vkmPYd4g6hxBAuUeHPTWh0LOvxthiK4/dbsfAgQPRr18/9OvXDwUFBWzdIQoDhqAwYAjqmurq6vDZZ59h6dKlOHLkCIBQ36HhyX5ck+VFX3vro14TtYcQQKk7FHr2VBuxt8aIan/zjsaSJKF3794YNGgQBg4ciAEDBiAjI4NjvhB1AIagMGAI6toURcGmTZuwZMkSFBcXq+v7OwL4WY4bAxLYb4jap7GlZ1e1EbtrjNhdbUTtD0KP0WhEv379UFhYiMLCQgwYMABxcXERqphIWxiCwoAhqPsoKSnBkiVLsGrVKnUeud7xAfws24OhSQGGIfpRp3067D5twM5qI3ZVG3H6B5eoG41GDBw4EEVFRRgyZAgGDBgQFXMREmkRQ1AYMAR1P2VlZVi4cCE+/vhj+P1+AEBOXBCTc90o6sEwRGe4gxJ2V4dCz87TRpS6m19ubjAYMGDAAAwdOpShhyjKMASFAUNQ93X69GksWbIES5cuVTtR944PYHKuB4MTGYa0SFaAEpcBO6qM+P60ESUuQ7P5sCRJQn5+PoYNG4Zhw4Zh8ODBsFgsEayYiFrDEBQGDEHdX01NDRYtWtQsDOXZA7i5txv9EtiBurur8uqwvcqIHadDp7jcweb9enr16oXhw4djxIgRGDJkCPv0EHURDEFhwBCkHadPn8bChQuxbNky9TRZYaIfN/VxIydOjnB1FC5BBdhbY8D2KhO2nzbiRH3zU1xxcXEYMWKEGnxSU1MjVCkRXQiGoDBgCNKeyspKvPPOO/j444/VDtQXJftwU2830mI5zlBXVOuX8F2lCd81tPh45TOtPTqdDgMGDMDIkSNx0UUXIT8/nzOUE3UDDEFhwBCkXSdOnMCcOXOwevVqCCGgkwR+kubDDbkeJJoZhqKZEMBJtx5bKozYUmnCQaex2fMJCQkYNWoURo0ahREjRvAUF1E3xBAUBgxBVFJSgrfeegtff/01gND8ZD/t5cW12R7YOFlr1FAEcNBpQHG5CVsqTWeNzpyfn4/Ro0dj9OjRyM/P54zpRN0cQ1AYMARRox07duCNN97Ajh07AAAxegXXZHlxZaYHFk7UHRGyAuytNaC43IzNFaZmIzQbjUYMGzYMY8aMwSWXXIKkpKQIVkpEnY0hKAwYgqgpIQQ2bNiAN998EwcPHgQAxBkV/CzHgwkZXhjZuNDhFAHsqTFgY7kZm8pNcAXOHHSr1YrRo0fjsssuw8iRI2G1WiNYKRFFEkNQGDAEUUsURcHnn3+Ot99+GydOnAAAJJplXJ/jwWVpPhgYhsJKEcD+WgM2lJmxqcLUbHqK+Ph4jBkzBj/5yU8wfPhwmEymCFZKRNGCISgMGILoXILBIFauXIm5c+eisrISAJBkkfGzHA8uTWUYuhBCAEfq9Pi2zIxvy0zNpqiIi4vDZZddhvHjx2Po0KEwGHg+koiaYwgKA4YgOh8+nw/Lly/Hu+++i9OnTwMAki0yrsvxYEyqj6fJ2qDMrcM3ZWZ8U2ZqNk2F1WpVg8/w4cNhNBrPsRci0jqGoDBgCKK28Pl8+Oijj/Cvf/0L1dXVAIAEs4yrs7wYn+6FmcPPtKjGJ2FDeSj4lDS5nN1kMmH06NGYOHEiRo0axXm5iOi8MQSFAUMQtYfH48G///1vLF68WD1NZjMquKKXFxMyvIg38detPiChuMKEb8tM2FVthEBoji6dTofhw4fj8ssvx6WXXorY2NgIV0pEXRFDUBgwBNGF8Pv9WLVqFf71r3/h5MmTAELjDF3c04crMr3I1th0HN4gsLXShA3lZmyvMiLYZHLSAQMG4PLLL8e4ceOQmJgYwSqJqDtgCAoDhiAKB1mWsW7dOixZsgS7d+9W1xfYAxif4cWIZD9M3fRUmU8GvqsyYUOZCd9VmeBXzgSfnJwcXH755ZgwYQLS09MjWCURdTcMQWHAEEThtmvXLrz//vtYu3atOjeZ1aBgdIofP0nzIidOhiT9yE6iXF1AwrZKI4orzNhx2ohAk+CTkZGB8ePHY8KECejdu3cEqySi7owhKAwYgqijVFRUYPny5Vi5ciXKysrU9RmxQVyU7MfInn5kxHaNQCQEcKJej++qjNheZcK+WgPkJqe60tPT8ZOf/AQTJkxAXl4epK7wpoioS2MICgOGIOpoiqJgy5YtWLFiBb744gsEAgH1uVSrjIuSfRicGEBfezCqxh2q9knYU23EnhojtlcZUeVrfj6vd+/euOyyy3DZZZehT58+DD5E1KkYgsKAIYg6k8vlwvr16/HFF19g06ZNzQKRSSdQ4AhgQEIA/RxBZNqCndaPKKgAx+v1OOIy4ECtAXtqjGdNUGoymTB06FB1dvaMjIzOKY6IqAUMQWHAEESR4na78c0332D9+vXYunWrOu5QI50kkGGVkRUXRHacjJQYGckWBUkWud0TuvpkoMyjR5lbj3KPDqfcehytM+BYnb7ZlVxA6FL2vn37YsiQIRg2bBiGDh3KcXyIKGowBIUBQxBFAyEEDh06hM2bN2PLli3YvXs3ampqWt0+zqjAblIQYxCI0QvEGATMegGB0DxcipCgCMArS3D5dXAFJLgCErxy6+fbbDYb8vPzkZ+fj8LCQgwePBhxcXHhf7NERGHAEBQGDEEUjYQQqKysxP79+7Fv3z4cPHgQp06dwqlTp+ByuS5o3/Hx8cjIyFCXnJwc5OfnIz09nf16iKjLaMv3N2cfJOpCJElCcnIykpOTcckllzR7rq6uDmVlZaipqYHb7UZdXR3cbjc8Hg8kSYJer4dOp4NOp4PVaoXD4YDdblcXtu4QkdYwBBF1EzabDTabLdJlEBF1GVF04S0RERFR52EIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJNisoQVFFRgXvuuQdZWVkwm81ITU3FlVdeifXr10e6NCIiIuomDJEuoCU33ngj/H4/5s2bh969e6OsrAyrV69GVVVVpEsjIiKibiLqWoJqamrw5Zdf4k9/+hPGjx+P7OxsjBw5Eo8//jh+9rOf4fDhw5AkCdu2bWv2M5IkYe3atQCAtWvXQpIkrF69GiNGjIDVasUll1yCvXv3RuZNERERUdSJupYgm80Gm82GZcuW4eKLL4bZbG73vp544gnMmjULycnJuPvuu3HHHXe0ekrN5/PB5/Opj51OZ7tftysTQuDEiROQZTnSpRARURTp0aMHbDZbpMsIq6gLQQaDAXPnzsVdd92F2bNnY9iwYRg7dix+8YtfoLCwsE37ev755zF27FgAwGOPPYZJkybB6/XCYrGcte2MGTPw3HPPheU9dGWvvvoqli1bFukyiIgoylgsFixevBjx8fGRLiVsoi4EAaE+QZMmTcKXX36Jb7/9FitWrMDMmTPx1ltvYdy4cee9n6ahKS0tDQBQXl6OrKyss7Z9/PHH8fDDD6uPnU4nMjMz2/8muqja2tqw79OkEzDpRdj3S0QUrYQAZCHBJwMCUqTLCQuTyQidLup60VyQqAxBQChx/vSnP8VPf/pTPPXUU7jzzjvxzDPP4MsvvwQQOm3TKBAItLgPo9Go3pek0H9CRVFa3NZsNl/Qqbfu4pFHHsHYsWNRX18Pj8cDj8cDt9uN+vp61NXVob6+Hk6nE7W1taitrUV9ff2P7jOgAPEmgfRYGelWGZk2GdlxQaRbZRi61+8TEUWYIkKfOX5Zgk+REJCBgCIhIEL3g0JCUGly23BfbrJObrJNQAFkRUKwYb9BRUJQCa0PKBL8DbfqY1mCX+n48KPT6RATE6MuFosFZrO52X2z2QyLxQKTyQSz2azeGo1GmEwm9dZgMMBoNMJoNMJgMECv18NgMKiLXq+HXq+H3W7vdt+TURuCfmjAgAFYtmwZkpOTAQClpaUYOnQoADTrJE0Xxmaztam1LRAIoLq6GpWVlaiqqkJFRQXKy8tRWlqK0tJSnDx5EnV1daj06lHp1WN7kwv8jDqBXrEyescHkWcPIN8RRJKl5ZBKRNoRVIBavw61fgkuvw6ugIS6gA51AQl1QR3cQQmeoAR3UII3KMErhxZfQwCJNgaDARaLBRaL5azgYrVam61rfPzD2x8+bzQa1T/uqf2iLgRVVVXh5ptvxh133IHCwkLExcWhuLgYM2fOxPXXX4+YmBhcfPHFePHFF5Gbm4vy8nI8+eSTkS5bs4xGI3r27ImePXu2uk1NTQ2OHDmiLgcPHsT+/ftRX1+PQy4DDrkMWH0i1E8r0SyjnyOIgYkBDEr0I8HM02hE3YkigGqfDhUeHSq9OlR69Tjt0+G0T4dqb+i2PhieJuLGlo4ftn40XRpbQVq6/WELSWOrSdNWlMalsaWlsRWmsQUmJiYGBkPUfdVSg6j7l7HZbBg1ahT+/Oc/4+DBgwgEAsjMzMRdd92FP/zhDwCAt99+G9OmTcPw4cNRUFCAmTNn4oorrohw5dQah8MBh8OBoqIidZ2iKCgtLcW+ffuwc+dOfP/999i3bx9O+4Cvy/T4uizU5JoRG0RhYgDDkv3Isweh4x8+RF2CKyDhZL0eJ+v1OOXW45RHj1NuHSo8egTFj/8i6/V6JCQkICEhAXa7HfHx8epis9kQGxuL2NhY2Gy2Zi0lMTExaiDR6/Wd8E6pK5NE0841pHI6nbDb7aitre1WPeGjmcfjwe7du7FlyxYUFxdj7969zfp+2YwKhvTw46KefgxKDMDI/kREEeeXgRP1ehyrM+BoXej2pFuPWn/rv6B6vR4pKSlITU1FamoqUlJSkJycjOTkZCQlJSExMRFxcXHdrhMudY62fH8zBLWCISjynE4ntmzZgvXr1+Pbb7+Fy+VSn7MaFIxI9uPiFD/6OwLQ87OSqMP5ZOCwy4AjLgMOu/Q44jLghFsPpZWWnZSUFGRnZyMrKwu9evVSl+TkZLbSUIdhCAoDhqDoEgwGsWPHDnz11VdYu3ZtsylUEkwKLkn14SdpXqTFsmM1UTgEFeB4vR4lTgMOOg045DTgRL2+xSue4uPj0bdvX/Tu3Rt9+vRBbm4usrKyYLVaI1A5aR1DUBgwBEUvWZaxfft2rFmzBuvWrWs2unff+ADGpvtwcYoPZv6hSXRehAAqvTocbAg8B2sNOFJnQKCFK62SkpKQn5+vLn379kVycjKvVKKowRAUBgxBXYPf78c333yDFStWYOPGjeo4UFaDgktTfRif4UNGLKcAIWqqPiDhkCsUdkoabp2Bs88p22w29O/fHwUFBejXrx/69euHpKSkCFRMdP4YgsKAIajrqaqqwsqVK7F8+XKUlpaq6wcm+HFFphdFPQK8uow0xy8DR+oMKGk4pVXiMuCU++xmUoPBgD59+qB///4YMGAA+vfvj4yMDHZOpi6HISgMGIK6LkVRsGnTJnz00Uf45ptv1NahlBgZP+3lxU/SvLBE3eAQRBeuPiDhWJ0eR+rOdFw+2UrH5fT0dPTv319d+vbt2+1GAyZtYggKA4ag7qG0tBRLly7Fxx9/rE7xYTUomJjhxU97eeHgYIzUBQUV4JRbj+P1oeVYnQHH6kKjsrckMTFRPZ1VUFCAgoICOByOzi2aqJMwBIUBQ1D34na7sWrVKrz33ns4fvw4AMAgCYxJ9eGaLA+vKqOoIwRQF5AaBhnUo9StR6lbh9J6Pco8esjnuCy9T58+zTovsx8PaQlDUBgwBHVPsizj66+/xsKFC7Fz504AgASBEcl+XJvtQW48O1FT5xECqPVLKPPoUe7Ro9yjC91363HKo4P7HNNHxMbGIicnB7m5ucjNzUWfPn3Qp08fxMXFdeI7IIo+DEFhwBDU/e3YsQMLFizA119/ra4blODHz3I86JcQjGBl1J0EldDl502DTuNthUf/oxN+JiUlITMzE1lZWcjKylIHH+Rl6UQtYwgKA4Yg7SgpKcGCBQuwevVqtRN1vj2An+V4MDgxAH7P0Plw+hvmynI3zJfl0aPMrUeFV9fqiMoAoNPp0LNnT6SnpyMjIwPp6elIT09Hr169kJGRAYvF0onvgqjrYwgKA4Yg7SktLcWCBQuwYsUKBAIBAEBOXBDX57gxLIlhiEICCnCs7kxn5GN1Bhyv18PVwjg7jcxmc7OA0/R+SkoKZxknCiOGoDBgCNKuyspKLFq0CB999BF8Ph8AINMWxPU5HoxI9nOsIQ1RRGhy0AO1BhxyGXDYFQo+rXVKTk1NRXZ2NrKzs5GZmanOlZWUlMRTV0SdhCEoDBiCqKamBkuWLMEHH3wAj8cDAMiIDeK6bA8uTmEY6o78MnCg1oA9NUYcqDXggNMAr3x2C0/jXFl9+vRB79690bt3b2RlZSEmJiYCVRNRUwxBYcAQRI2cTifef/99vPfee+pYQ6lWGddle3BJio8z2HdhAQXYX2vArtNG7K4xosRpOKuVx2KxqAMKFhQUID8/H6mpqWzZIYpSDEFhwBBEP1RXV4elS5diyZIl6qStPS0yJmV7cFmaDwaGoagnBHCsXo8dVUbsrDZiX43xrKuzkpKSMGTIEAwePBgDBgxAbm4u++wQdSEMQWHAEEStcbvd+PDDD7Fo0SLU1NQAABLNMiZlezE2zQsTZ6+PKvUBCTtOG7Gjyogdp02o8TdPqwkJCRg+fDiGDh2KIUOGID09na08RF0YQ1AYMATRj/F6vVi+fDkWLlyIyspKAIDdpOCqTA8mZPgQY+CvViQIARyt0+O7KhO+qwr17RE4E2rMZjOGDh2K4cOHY8SIEcjJyWHoIepGGILCgCGIzpfP58PKlSvxr3/9C2VlZQBC85Nd3suLK3t5EWfir1hH88nAztNGfFdlwrYqI6p9zZvjcnJyMHLkSIwcORKDBw/mRKFE3RhDUBgwBFFbBYNBrF69Gu+++y6OHj0KADDpBH6S7sXVmV4kx3B+snCq8OiwrcqEbZVG7KkxItCkb4/FYsGwYcMwatQojBo1CqmpqRGslIg6E0NQGDAEUXspioKvvvoK8+fPx759+wCE5icb2dOPa7I4P1l7BRuu5NpWZcL2KiNO1DfvrJyamorRo0fj4osvxpAhQ9jaQ6RRDEFhwBBEF0oIgS1btmDhwoXYtGmTur7AHsAVmV4M58CLP6raJ2F7Q+j5/rQRniZj9uh0OgwePFgNPtnZ2ezbQ0QMQeHAEEThdODAASxatAhr1qyBLIdagpIsMn7ay4tL03yIM/LXEDjT2rPjdCj4HK1r3tpjt9sxatQoXHzxxbjooos4YzoRnYUhKAwYgqgjVFZWYtmyZfjoo4/UsYaMutCpsgkZXvSND2pqjjIhgFMeHXaeDl2+vrvaCK985gBIkoR+/fph5MiRGDVqFAoKCqDXcwwCImodQ1AYMARRR/L5fPj000/x4YcfYv/+/er6XrFBXJrmwyUpPjjM3fNXs8YnYXd1aLDCnaeNqPrBlVwJCQkYMWIELrroIowcORIOhyMyhRJRl8QQFAYMQdQZhBDYs2cPPvroI6xZs0adsFWCwODEAC5J9WFIUgDWLjzmkNMvYU+NEXtqDNhdfXaHZqPRiMGDB2P48OEYOXIk+vTpA52Ow28TUfswBIUBQxB1NpfLhbVr1+KTTz7B999/r643SAIDEwO4KNmPoUn+qB53SAig3KPD/loD9teGgk+pu3nokSQJeXl5GDJkCEaMGIHCwkJYLJYIVUxE3Q1DUBgwBFEkHT9+HJ9++ik+//xzdcwhINRClB0nY3CiH4MSA+hrD8IYwUYTp1/CIZcBh50GlLgMOFBrgCtwdkG9e/dGYWEhhg0bhqKiItjt9ghUS0RawBAUBgxBFC0OHz6ML774AuvWrcPBgwebPaeXBLJtMnrbA+gTH0S2TUbPGDns85e5gxLK3DqcqNfjRL0Bx+v1OFanx2nf2S9kNBpRUFCAAQMGoKioCIMHD+bvEBF1GoagMGAIomhUWVmJzZs3o7i4GMXFxaiurj5rGwkCSRYFaVYZPSwK4kwK7CYBu0mBWSdg0AkYdIBBBygC8MtAQJHgVyTUBSQ4/To4/TrU+iVUePWo8OhQH2y9uSkzMxMFBQXIz8/HwIEDkZeXB5PJ1JGHgYioVQxBYcAQRNFOCIHS0lLs3r0bu3btwp49e3D48GHU19d3yOs5HA5kZ2cjNzcXubm5yMnJQd++fREbG9shr0dE1B4MQWHAEERdkRAC1dXVOHbsGI4dO4aqqipUV1fj9OnTqKmpgdfrRSAQUBeDwQCTyQSz2QyTyYT4+HgkJCTA4XDA4XAgNTUVaWlpSE1NhdVqjfTbIyL6UW35/jac81ki6lIkSUJiYiISExNRVFQU6XKIiKIaB+MgIiIiTWIIIiIiIk1iCCIiIiJNYggiIiIiTWIIIiIiIk1iCCIiIiJN4iXyrWgcPsnpdEa4EiIiIjpfjd/b5zMMIkNQK1wuF4DQlABERETUtbhcrh+drJkjRrdCURScPHkScXFxkCQp0uV0KqfTiczMTBw7doyjZTfB49IyHpeW8bi0jMelZTwuLWvPcRFCwOVyIT09HTrduXv9sCWoFTqdDr169Yp0GREVHx/PX8YW8Li0jMelZTwuLeNxaRmPS8vaelx+rAWoETtGExERkSYxBBEREZEmMQTRWcxmM5555hmYzeZIlxJVeFxaxuPSMh6XlvG4tIzHpWUdfVzYMZqIiIg0iS1BREREpEkMQURERKRJDEFERESkSQxBdJa///3vyMnJgcViwahRo7Bx48ZIl9SpvvjiC1x33XVIT0+HJElYtmxZs+eFEHj66aeRlpaGmJgYXH755di/f39kiu0kM2bMwEUXXYS4uDj07NkTN9xwA/bu3dtsG6/Xi/vuuw89evSAzWbDjTfeiLKysghV3Hlef/11FBYWquOYjB49GitWrFCf1+pxaerFF1+EJEl46KGH1HVaPS7PPvssJElqtvTr1099XqvHBQBOnDiB//f//h969OiBmJgYDB48GMXFxerzHfHZyxBEzSxatAgPP/wwnnnmGWzZsgVFRUW48sorUV5eHunSOk19fT2Kiorw97//vcXnZ86ciddeew2zZ8/Ghg0bEBsbiyuvvBJer7eTK+0869atw3333Ydvv/0Wn376KQKBAK644grU19er2/z2t7/Fv//9byxZsgTr1q3DyZMnMXny5AhW3Tl69eqFF198EZs3b0ZxcTEmTJiA66+/Hjt37gSg3ePSaNOmTfjHP/6BwsLCZuu1fFwGDhyI0tJSdfnqq6/U57R6XKqrqzFmzBgYjUasWLECu3btwqxZs5CQkKBu0yGfvYKoiZEjR4r77rtPfSzLskhPTxczZsyIYFWRA0AsXbpUfawoikhNTRUvvfSSuq6mpkaYzWaxYMGCCFQYGeXl5QKAWLdunRAidAyMRqNYsmSJus3u3bsFAPHNN99EqsyISUhIEG+99Zbmj4vL5RJ5eXni008/FWPHjhUPPvigEELb/1+eeeYZUVRU1OJzWj4uv//978Wll17a6vMd9dnLliBS+f1+bN68GZdffrm6TqfT4fLLL8c333wTwcqix6FDh3Dq1Klmx8hut2PUqFGaOka1tbUAgMTERADA5s2bEQgEmh2Xfv36ISsrS1PHRZZlLFy4EPX19Rg9erTmj8t9992HSZMmNXv/AP+/7N+/H+np6ejduzd++ctf4ujRowC0fVw++ugjjBgxAjfffDN69uyJoUOH4s0331Sf76jPXoYgUlVWVkKWZaSkpDRbn5KSglOnTkWoqujSeBy0fIwURcFDDz2EMWPGYNCgQQBCx8VkMsHhcDTbVivHZceOHbDZbDCbzbj77ruxdOlSDBgwQNPHZeHChdiyZQtmzJhx1nNaPi6jRo3C3LlzsXLlSrz++us4dOgQLrvsMrhcLk0fl5KSErz++uvIy8vDJ598gnvuuQcPPPAA5s2bB6DjPns5gSoRtcl9992H77//vlk/Bq0rKCjAtm3bUFtbi/feew+333471q1bF+myIubYsWN48MEH8emnn8JisUS6nKhy9dVXq/cLCwsxatQoZGdnY/HixYiJiYlgZZGlKApGjBiBF154AQAwdOhQfP/995g9ezZuv/32DntdtgSRKikpCXq9/qwrEcrKypCamhqhqqJL43HQ6jG6//77sXz5cnz++efo1auXuj41NRV+vx81NTXNttfKcTGZTOjbty+GDx+OGTNmoKioCK+++qpmj8vmzZtRXl6OYcOGwWAwwGAwYN26dXjttddgMBiQkpKiyePSEofDgfz8fBw4cECz/18AIC0tDQMGDGi2rn///uqpwo767GUIIpXJZMLw4cOxevVqdZ2iKFi9ejVGjx4dwcqiR25uLlJTU5sdI6fTiQ0bNnTrYySEwP3334+lS5dizZo1yM3Nbfb88OHDYTQamx2XvXv34ujRo936uLRGURT4fD7NHpeJEydix44d2LZtm7qMGDECv/zlL9X7WjwuLamrq8PBgweRlpam2f8vADBmzJizht3Yt28fsrOzAXTgZ2+7u1RTt7Rw4UJhNpvF3Llzxa5du8Svf/1r4XA4xKlTpyJdWqdxuVxi69atYuvWrQKAeOWVV8TWrVvFkSNHhBBCvPjii8LhcIgPP/xQbN++XVx//fUiNzdXeDyeCFfece655x5ht9vF2rVrRWlpqbq43W51m7vvvltkZWWJNWvWiOLiYjF69GgxevToCFbdOR577DGxbt06cejQIbF9+3bx2GOPCUmSxKpVq4QQ2j0uP9T06jAhtHtcHnnkEbF27Vpx6NAhsX79enH55ZeLpKQkUV5eLoTQ7nHZuHGjMBgM4vnnnxf79+8X7777rrBarWL+/PnqNh3x2csQRGf561//KrKysoTJZBIjR44U3377baRL6lSff/65AHDWcvvttwshQpdqPvXUUyIlJUWYzWYxceJEsXfv3sgW3cFaOh4AxJw5c9RtPB6PuPfee0VCQoKwWq3i5z//uSgtLY1c0Z3kjjvuENnZ2cJkMonk5GQxceJENQAJod3j8kM/DEFaPS633HKLSEtLEyaTSWRkZIhbbrlFHDhwQH1eq8dFCCH+/e9/i0GDBgmz2Sz69esn3njjjWbPd8RnL2eRJyIiIk1inyAiIiLSJIYgIiIi0iSGICIiItIkhiAiIiLSJIYgIiIi0iSGICIiItIkhiAiIiLSJIYgIiIi0iSGICLSnKlTp+KGG244r23HjRuHhx566Jzb5OTk4C9/+Yv6WJIkLFu2DABw+PBhSJKEbdu2tatWIuo4DEFEFBXOJ2yE42c6wqZNm/DrX/860mUQURsZIl0AEVFXl5ycHOkSiKgd2BJERBE3depUrFu3Dq+++iokSYIkSTh8+DDWrVuHkSNHwmw2Iy0tDY899hiCweA5f0aWZUybNg25ubmIiYlBQUEBXn311QuqLxgM4v7774fdbkdSUhKeeuopNJ128Yenw4ioa2BLEBFF3Kuvvop9+/Zh0KBB+OMf/wgAkGUZ11xzDaZOnYp33nkHe/bswV133QWLxYJnn322xZ9JTk6Goijo1asXlixZgh49euDrr7/Gr3/9a6SlpWHKlCntqm/evHmYNm0aNm7ciOLiYvz6179GVlYW7rrrrrAdAyLqfAxBRBRxdrsdJpMJVqsVqampAIAnnngCmZmZ+Nvf/gZJktCvXz+cPHkSv//97/H000+3+DMAoNfr8dxzz6mPc3Nz8c0332Dx4sXtDkGZmZn485//DEmSUFBQgB07duDPf/4zQxBRF8fTYUQUlXbv3o3Ro0dDkiR13ZgxY1BXV4fjx4+f82f//ve/Y/jw4UhOTobNZsMbb7yBo0ePtruWiy++uFkdo0ePxv79+yHLcrv3SUSRxxBERN3KwoULMX36dEybNg2rVq3Ctm3b8Ktf/Qp+vz/SpRFRlOHpMCKKCiaTqVnLSv/+/fH+++9DCKG2wqxfvx5xcXHo1atXiz/TuM0ll1yCe++9V1138ODBC6ptw4YNzR5/++23yMvLg16vv6D9ElFksSWIiKJCTk4ONmzYgMOHD6OyshL33nsvjh07hv/5n//Bnj178OGHH+KZZ57Bww8/DJ1O1+LPKIqCvLw8FBcX45NPPsG+ffvw1FNPYdOmTRdU29GjR/Hwww9j7969WLBgAf7617/iwQcfDMfbJqIIYggioqgwffp06PV6DBgwAMnJyQgEAvjPf/6DjRs3oqioCHfffTemTZuGJ598stWfOXr0KH7zm99g8uTJuOWWWzBq1ChUVVU1axVqj9tuuw0ejwcjR47EfffdhwcffJCDIxJ1A5JoOtgFERERkUawJYiIiIg0iSGIiDTr6NGjsNlsrS4Xclk9EUU/ng4jIs0KBoM4fPhwq8/n5OTAYOBFtETdFUMQERERaRJPhxEREZEmMQQRERGRJjEEERERkSYxBBEREZEmMQQRERGRJjEEERERkSYxBBEREZEmMQQRERGRJv1/3Z985H6TUDgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(y=\"day\", x=\"total_bill\", hue=\"time\", data=tips, split=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
